nerui-unipelt-3
This model is a fine-tuned version of indolem/indobert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0745
- Location Precision: 0.8804
- Location Recall: 0.9419
- Location F1: 0.9101
- Location Number: 86
- Organization Precision: 0.9326
- Organization Recall: 0.9326
- Organization F1: 0.9326
- Organization Number: 178
- Person Precision: 0.9609
- Person Recall: 0.9609
- Person F1: 0.9609
- Person Number: 128
- Overall Precision: 0.9296
- Overall Recall: 0.9439
- Overall F1: 0.9367
- Overall Accuracy: 0.9868
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100.0
Training results
Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.876 | 1.0 | 96 | 0.4974 | 0.0 | 0.0 | 0.0 | 86 | 0.4 | 0.0112 | 0.0219 | 178 | 0.0 | 0.0 | 0.0 | 128 | 0.2857 | 0.0051 | 0.0100 | 0.8440 |
0.3968 | 2.0 | 192 | 0.2417 | 0.3977 | 0.4070 | 0.4023 | 86 | 0.5330 | 0.5449 | 0.5389 | 178 | 0.6 | 0.7969 | 0.6846 | 128 | 0.5318 | 0.5969 | 0.5625 | 0.9277 |
0.1999 | 3.0 | 288 | 0.1151 | 0.7561 | 0.7209 | 0.7381 | 86 | 0.7202 | 0.7809 | 0.7493 | 178 | 0.9191 | 0.9766 | 0.9470 | 128 | 0.7932 | 0.8316 | 0.8120 | 0.9652 |
0.1248 | 4.0 | 384 | 0.0922 | 0.6759 | 0.8488 | 0.7526 | 86 | 0.8187 | 0.7865 | 0.8023 | 178 | 0.9685 | 0.9609 | 0.9647 | 128 | 0.8276 | 0.8571 | 0.8421 | 0.9706 |
0.1047 | 5.0 | 480 | 0.0657 | 0.77 | 0.8953 | 0.8280 | 86 | 0.8920 | 0.8820 | 0.8870 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.8842 | 0.9158 | 0.8997 | 0.9798 |
0.0849 | 6.0 | 576 | 0.0716 | 0.6752 | 0.9186 | 0.7783 | 86 | 0.9156 | 0.7921 | 0.8494 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.8625 | 0.8801 | 0.8712 | 0.9735 |
0.0754 | 7.0 | 672 | 0.0523 | 0.8387 | 0.9070 | 0.8715 | 86 | 0.8840 | 0.8989 | 0.8914 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9030 | 0.9260 | 0.9144 | 0.9843 |
0.0701 | 8.0 | 768 | 0.0519 | 0.8526 | 0.9419 | 0.8950 | 86 | 0.9106 | 0.9157 | 0.9132 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9179 | 0.9413 | 0.9295 | 0.9838 |
0.0619 | 9.0 | 864 | 0.0522 | 0.7810 | 0.9535 | 0.8586 | 86 | 0.9162 | 0.8596 | 0.8870 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.8978 | 0.9184 | 0.9079 | 0.9819 |
0.0591 | 10.0 | 960 | 0.0523 | 0.8020 | 0.9419 | 0.8663 | 86 | 0.9096 | 0.9045 | 0.9070 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9062 | 0.9362 | 0.9210 | 0.9835 |
0.0529 | 11.0 | 1056 | 0.0497 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9340 | 0.9388 | 0.9364 | 0.9841 |
0.0491 | 12.0 | 1152 | 0.0482 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9006 | 0.9157 | 0.9081 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9204 | 0.9439 | 0.9320 | 0.9843 |
0.0441 | 13.0 | 1248 | 0.0492 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9467 | 0.8989 | 0.9222 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9434 | 0.9362 | 0.9398 | 0.9854 |
0.0401 | 14.0 | 1344 | 0.0526 | 0.8495 | 0.9186 | 0.8827 | 86 | 0.9455 | 0.8764 | 0.9096 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9326 | 0.9184 | 0.9254 | 0.9835 |
0.0392 | 15.0 | 1440 | 0.0466 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9278 | 0.9382 | 0.9330 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9327 | 0.9541 | 0.9433 | 0.9857 |
0.0366 | 16.0 | 1536 | 0.0465 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9466 | 0.9490 | 0.9478 | 0.9865 |
0.0342 | 17.0 | 1632 | 0.0503 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9835 |
0.0331 | 18.0 | 1728 | 0.0559 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9398 | 0.8764 | 0.9070 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9332 | 0.9260 | 0.9296 | 0.9843 |
0.0314 | 19.0 | 1824 | 0.0463 | 0.9186 | 0.9186 | 0.9186 | 86 | 0.9205 | 0.9101 | 0.9153 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9385 | 0.9337 | 0.9361 | 0.9860 |
0.0284 | 20.0 | 1920 | 0.0534 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9320 | 0.9439 | 0.9379 | 0.9846 |
0.0271 | 21.0 | 2016 | 0.0592 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9353 | 0.8933 | 0.9138 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9311 | 0.9311 | 0.9311 | 0.9838 |
0.0258 | 22.0 | 2112 | 0.0507 | 0.8557 | 0.9651 | 0.9071 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9375 | 0.9566 | 0.9470 | 0.9873 |
0.0246 | 23.0 | 2208 | 0.0528 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9369 | 0.9464 | 0.9416 | 0.9857 |
0.0236 | 24.0 | 2304 | 0.0568 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9643 | 0.9101 | 0.9364 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9437 | 0.9413 | 0.9425 | 0.9841 |
0.0224 | 25.0 | 2400 | 0.0429 | 0.9205 | 0.9419 | 0.9310 | 86 | 0.9385 | 0.9438 | 0.9412 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9468 | 0.9541 | 0.9504 | 0.9889 |
0.0202 | 26.0 | 2496 | 0.0492 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9432 | 0.9326 | 0.9379 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9395 | 0.9515 | 0.9455 | 0.9876 |
0.0195 | 27.0 | 2592 | 0.0500 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9242 | 0.9337 | 0.9289 | 0.9860 |
0.0179 | 28.0 | 2688 | 0.0513 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9385 | 0.9438 | 0.9412 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9395 | 0.9515 | 0.9455 | 0.9870 |
0.018 | 29.0 | 2784 | 0.0517 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9492 | 0.9438 | 0.9465 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9421 | 0.9541 | 0.9480 | 0.9881 |
0.0162 | 30.0 | 2880 | 0.0540 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9548 | 0.9494 | 0.9521 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9372 | 0.9515 | 0.9443 | 0.9868 |
0.0168 | 31.0 | 2976 | 0.0606 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9474 | 0.9101 | 0.9284 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9862 |
0.0175 | 32.0 | 3072 | 0.0540 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9219 | 0.9337 | 0.9278 | 0.9852 |
0.0155 | 33.0 | 3168 | 0.0606 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9529 | 0.9101 | 0.9310 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9412 | 0.9388 | 0.9400 | 0.9857 |
0.0144 | 34.0 | 3264 | 0.0665 | 0.9130 | 0.9767 | 0.9438 | 86 | 0.9464 | 0.8933 | 0.9191 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9459 | 0.9362 | 0.9410 | 0.9857 |
0.0139 | 35.0 | 3360 | 0.0657 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9649 | 0.9270 | 0.9456 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9865 |
0.0147 | 36.0 | 3456 | 0.0609 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9370 | 0.9490 | 0.9430 | 0.9862 |
0.0132 | 37.0 | 3552 | 0.0603 | 0.9091 | 0.9302 | 0.9195 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9340 | 0.9388 | 0.9364 | 0.9857 |
0.0146 | 38.0 | 3648 | 0.0726 | 0.8469 | 0.9651 | 0.9022 | 86 | 0.9425 | 0.9213 | 0.9318 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.93 | 0.9490 | 0.9394 | 0.9849 |
0.0124 | 39.0 | 3744 | 0.0662 | 0.8404 | 0.9186 | 0.8778 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9175 | 0.9362 | 0.9268 | 0.9843 |
0.011 | 40.0 | 3840 | 0.0662 | 0.9101 | 0.9419 | 0.9257 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9437 | 0.9413 | 0.9425 | 0.9865 |
0.0102 | 41.0 | 3936 | 0.0581 | 0.9213 | 0.9535 | 0.9371 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9488 | 0.9464 | 0.9476 | 0.9887 |
0.0104 | 42.0 | 4032 | 0.0627 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9382 | 0.9382 | 0.9382 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9345 | 0.9464 | 0.9404 | 0.9862 |
0.009 | 43.0 | 4128 | 0.0637 | 0.9101 | 0.9419 | 0.9257 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9389 | 0.9413 | 0.9401 | 0.9870 |
0.011 | 44.0 | 4224 | 0.0678 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9320 | 0.9439 | 0.9379 | 0.9857 |
0.0106 | 45.0 | 4320 | 0.0658 | 0.9195 | 0.9302 | 0.9249 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9388 | 0.9388 | 0.9388 | 0.9857 |
0.0084 | 46.0 | 4416 | 0.0661 | 0.8438 | 0.9419 | 0.8901 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9229 | 0.9464 | 0.9345 | 0.9857 |
0.0082 | 47.0 | 4512 | 0.0620 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9868 |
0.0088 | 48.0 | 4608 | 0.0619 | 0.8989 | 0.9302 | 0.9143 | 86 | 0.9432 | 0.9326 | 0.9379 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9415 | 0.9439 | 0.9427 | 0.9879 |
0.0089 | 49.0 | 4704 | 0.0825 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9425 | 0.9213 | 0.9318 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9388 | 0.9388 | 0.9388 | 0.9846 |
0.0077 | 50.0 | 4800 | 0.0769 | 0.9101 | 0.9419 | 0.9257 | 86 | 0.9477 | 0.9157 | 0.9314 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9434 | 0.9362 | 0.9398 | 0.9846 |
0.0072 | 51.0 | 4896 | 0.0768 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9474 | 0.9101 | 0.9284 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9434 | 0.9362 | 0.9398 | 0.9846 |
0.0068 | 52.0 | 4992 | 0.0711 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9849 |
0.0071 | 53.0 | 5088 | 0.0648 | 0.9101 | 0.9419 | 0.9257 | 86 | 0.9066 | 0.9270 | 0.9167 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9857 |
0.0073 | 54.0 | 5184 | 0.0678 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9852 |
0.0066 | 55.0 | 5280 | 0.0677 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9860 |
0.006 | 56.0 | 5376 | 0.0687 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9278 | 0.9382 | 0.9330 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9322 | 0.9464 | 0.9392 | 0.9868 |
0.0069 | 57.0 | 5472 | 0.0694 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9227 | 0.9382 | 0.9304 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.935 | 0.9541 | 0.9444 | 0.9876 |
0.0065 | 58.0 | 5568 | 0.0705 | 0.9101 | 0.9419 | 0.9257 | 86 | 0.9227 | 0.9382 | 0.9304 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9322 | 0.9464 | 0.9392 | 0.9879 |
0.0056 | 59.0 | 5664 | 0.0720 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9412 | 0.9388 | 0.9400 | 0.9854 |
0.0063 | 60.0 | 5760 | 0.0713 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9371 | 0.9213 | 0.9292 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9865 |
0.0051 | 61.0 | 5856 | 0.0827 | 0.9213 | 0.9535 | 0.9371 | 86 | 0.9527 | 0.9045 | 0.9280 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9482 | 0.9337 | 0.9409 | 0.9846 |
0.0053 | 62.0 | 5952 | 0.0748 | 0.9101 | 0.9419 | 0.9257 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9364 | 0.9388 | 0.9376 | 0.9854 |
0.0059 | 63.0 | 6048 | 0.0703 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9369 | 0.9464 | 0.9416 | 0.9879 |
0.0051 | 64.0 | 6144 | 0.0734 | 0.8977 | 0.9186 | 0.9080 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9335 | 0.9311 | 0.9323 | 0.9852 |
0.0055 | 65.0 | 6240 | 0.0747 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9338 | 0.9362 | 0.9350 | 0.9862 |
0.0042 | 66.0 | 6336 | 0.0749 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9268 | 0.9362 | 0.9315 | 0.9860 |
0.0048 | 67.0 | 6432 | 0.0713 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9857 |
0.0051 | 68.0 | 6528 | 0.0804 | 0.9213 | 0.9535 | 0.9371 | 86 | 0.9529 | 0.9101 | 0.9310 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9483 | 0.9362 | 0.9422 | 0.9849 |
0.0066 | 69.0 | 6624 | 0.0728 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9849 |
0.0049 | 70.0 | 6720 | 0.0695 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9868 |
0.004 | 71.0 | 6816 | 0.0688 | 0.8989 | 0.9302 | 0.9143 | 86 | 0.9189 | 0.9551 | 0.9366 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9279 | 0.9515 | 0.9395 | 0.9868 |
0.0035 | 72.0 | 6912 | 0.0727 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9322 | 0.9464 | 0.9392 | 0.9860 |
0.0046 | 73.0 | 7008 | 0.0696 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9116 | 0.9270 | 0.9192 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9254 | 0.9490 | 0.9370 | 0.9860 |
0.0036 | 74.0 | 7104 | 0.0704 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9222 | 0.9326 | 0.9274 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9302 | 0.9515 | 0.9407 | 0.9868 |
0.0034 | 75.0 | 7200 | 0.0796 | 0.9213 | 0.9535 | 0.9371 | 86 | 0.9586 | 0.9101 | 0.9337 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9534 | 0.9388 | 0.9460 | 0.9852 |
0.0046 | 76.0 | 7296 | 0.0707 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9385 | 0.9438 | 0.9412 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9372 | 0.9515 | 0.9443 | 0.9879 |
0.003 | 77.0 | 7392 | 0.0729 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9868 |
0.0033 | 78.0 | 7488 | 0.0742 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9419 | 0.9101 | 0.9257 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9436 | 0.9388 | 0.9412 | 0.9865 |
0.0035 | 79.0 | 7584 | 0.0728 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9056 | 0.9157 | 0.9106 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9223 | 0.9388 | 0.9305 | 0.9860 |
0.0037 | 80.0 | 7680 | 0.0774 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9425 | 0.9213 | 0.9318 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9389 | 0.9413 | 0.9401 | 0.9849 |
0.0035 | 81.0 | 7776 | 0.0759 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9480 | 0.9213 | 0.9345 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9440 | 0.9464 | 0.9452 | 0.9857 |
0.0037 | 82.0 | 7872 | 0.0711 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9868 |
0.0034 | 83.0 | 7968 | 0.0737 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9222 | 0.9326 | 0.9274 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9868 |
0.0026 | 84.0 | 8064 | 0.0736 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9330 | 0.9382 | 0.9356 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9322 | 0.9464 | 0.9392 | 0.9876 |
0.0041 | 85.0 | 8160 | 0.0708 | 0.8989 | 0.9302 | 0.9143 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9873 |
0.0037 | 86.0 | 8256 | 0.0743 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9365 | 0.9413 | 0.9389 | 0.9860 |
0.0038 | 87.0 | 8352 | 0.0698 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9367 | 0.9439 | 0.9403 | 0.9876 |
0.003 | 88.0 | 8448 | 0.0752 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9320 | 0.9439 | 0.9379 | 0.9870 |
0.0027 | 89.0 | 8544 | 0.0747 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9330 | 0.9382 | 0.9356 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9298 | 0.9464 | 0.9381 | 0.9868 |
0.0028 | 90.0 | 8640 | 0.0741 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9320 | 0.9439 | 0.9379 | 0.9868 |
0.0027 | 91.0 | 8736 | 0.0747 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9382 | 0.9382 | 0.9382 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9345 | 0.9464 | 0.9404 | 0.9873 |
0.0024 | 92.0 | 8832 | 0.0731 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9222 | 0.9326 | 0.9274 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9873 |
0.0032 | 93.0 | 8928 | 0.0740 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9278 | 0.9382 | 0.9330 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9302 | 0.9515 | 0.9407 | 0.9879 |
0.0024 | 94.0 | 9024 | 0.0746 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9868 |
0.003 | 95.0 | 9120 | 0.0735 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9330 | 0.9382 | 0.9356 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9325 | 0.9515 | 0.9419 | 0.9876 |
0.0028 | 96.0 | 9216 | 0.0745 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9320 | 0.9439 | 0.9379 | 0.9868 |
0.0019 | 97.0 | 9312 | 0.0752 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9862 |
0.0023 | 98.0 | 9408 | 0.0751 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9862 |
0.0023 | 99.0 | 9504 | 0.0747 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9323 | 0.9490 | 0.9406 | 0.9870 |
0.0024 | 100.0 | 9600 | 0.0745 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9868 |
Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
Model tree for apwic/nerui-unipelt-3
Base model
indolem/indobert-base-uncased